Why Adopt Multi-Cloud
- Avoid vendor lock-in: Preserve negotiating leverage and spread outage risk
- Regulatory compliance: Data sovereignty requirements (certain data must be stored in a specific country)
- Best-of-breed services: Combine AWS Lambda + GCP BigQuery
- Disaster recovery: Fail over to another cloud if one cloud goes down
Architecture Patterns
Application Distribution Pattern
[AWS] Web/app servers, RDS, CloudFront CDN
[GCP] BigQuery analytics, ML/AI, Looker dashboards
└──── VPN/dedicated interconnect ────┘Active-Active High Availability
Users
├── [AWS ap-northeast-2] → App servers → DB (Primary)
└── [Azure Korea Central] → App servers → DB (Replica)
Global load balancer: Cloudflare / Route 53Disaster Recovery Tiers
| Tier | RPO | RTO | Configuration | Cost |
|---|---|---|---|---|
| Tier 1 | 0 | < 1 min | Active-Active | Very high |
| Tier 2 | < 15 min | < 1 hour | Warm Standby | High |
| Tier 3 | < 4 hours | < 8 hours | Pilot Light | Medium |
| Tier 4 | < 24 hours | < 72 hours | Backup & Restore | Low |
Cloud-Neutral Abstraction
# Bad example: using the AWS SDK directly
import boto3
boto3.client('s3').upload_file('file.txt', 'bucket', 'file.txt')
# Good example: an abstraction layer
class ObjectStorage:
def upload(self, local_path, remote_path): ...
class AWSS3(ObjectStorage):
def upload(self, local, remote):
boto3.client('s3').upload_file(local, 'bucket', remote)
class GCS(ObjectStorage):
def upload(self, local, remote):
storage.Client().bucket('b').blob(remote).upload_from_filename(local)
storage = AWSS3() if os.getenv('CLOUD') == 'aws' else GCS()Unified Monitoring
# Prometheus multi-cloud configuration
scrape_configs:
- job_name: 'aws-nodes'
ec2_sd_configs:
- region: ap-northeast-2
port: 9100
- job_name: 'gcp-nodes'
gce_sd_configs:
- project: my-gcp-project
zone: asia-northeast3-a
port: 9100Multi-Cloud Pitfalls
Pitfall 1: Underestimating operational complexity You need experts for both clouds.
Pitfall 2: Cross-cloud data transfer costs Services that talk to each other frequently should live in the same cloud.
Pitfall 3: Untested disaster recovery Without regular DR drills, failover will not work when you need it.
Multi-cloud means paying a complexity tax in exchange for flexibility. Adopt it only when the business requirements are clear.
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